{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "66d06a48-8cf0-490e-a200-e4fa056ce0b1",
   "metadata": {},
   "source": [
    "# 第五章 交叉编码器重排序"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50fbb515-9f55-47c1-bd22-980e7a146e34",
   "metadata": {},
   "source": [
    "本节课，将使用交叉编码器重排序的技术，对检索到的结果进行相关性分析。重排序是一种根据结果与特定查询的相关性来排序和评分的方法。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4164d820",
   "metadata": {},
   "source": [
    "<div class=\"toc\">\n",
    "    <ul class=\"toc-item\">\n",
    "        <li><span><a href=\"#一底层原理\" data-toc-modified-id=\"一、底层原理\">一、底层原理</a></span></li>\n",
    "        <ul class=\"toc-item\">\n",
    "            <li><span><a href=\"#11-重排序\" data-toc-modified-id=\"1.1 重排序\">1.1 重排序</a></span></li>\n",
    "            <li><span><a href=\"#12-交叉编码器\" data-toc-modified-id=\"1.2 交叉编码器\">1.2 交叉编码器</a></span></li>\n",
    "        </ul>\n",
    "        </li>\n",
    "        <li><span><a href=\"#二实现过程\" data-toc-modified-id=\"二、实现过程\">二、实现过程</a></span></li>\n",
    "        <ul class=\"toc-item\">\n",
    "            <li><span><a href=\"#21-导入辅助函数\" data-toc-modified-id=\"2.1 导入辅助函数\">2.1 导入辅助函数</a></span></li>\n",
    "            <li><span><a href=\"#22-长尾部分的重排序\" data-toc-modified-id=\"2.2 长尾部分的重排序\">2.2 长尾部分的重排序</a></span></li>\n",
    "            <li><span><a href=\"#23-结合查询扩展的重排序\" data-toc-modified-id=\"2.3 结合查询扩展的重排序\">2.3 结合查询扩展的重排序</a></span></li>\n",
    "        </ul>\n",
    "        </li>\n",
    "    </ul>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4996c39-a4e2-47b2-adfb-cca9be481aac",
   "metadata": {},
   "source": [
    "## 一、底层原理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "283b3490-796a-4bf8-9f40-d456deeb0c68",
   "metadata": {},
   "source": [
    "### 1.1 重排序"
   ]
  },
  {
   "attachments": {
    "1136aac5-7579-42d3-a178-217f42848ebc.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "3296bc61-16bf-4d43-9db6-e45ead20fa30",
   "metadata": {},
   "source": [
    "在得到特定查询的检索结果后，需要将该结果同查询一起输入到一个重排序模型中，使得最相关的结果具有最高的排名。\n",
    "也就是说，重排序模型会根据查询来为每个结果打分，排名最高的结果就是与该查询最相关的结果。\n",
    "\n",
    "![a4e6ab4f945e166e344eb6f026d1976.png](attachment:1136aac5-7579-42d3-a178-217f42848ebc.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f35dcaf2-104c-4508-94e7-4e78076fb0bc",
   "metadata": {},
   "source": [
    "### 1.2 交叉编码器"
   ]
  },
  {
   "attachments": {
    "a510ddbb-7871-4185-9dd1-128d5f32a96a.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "9dd3fc60-f1cd-4b8a-b814-6c5c5b658b0b",
   "metadata": {},
   "source": [
    "BERT交叉编码器是句子转换器的一种模型，可以同时获取查询和文档，通过一个分类器对传入查询和每个检索到的文档打分，最后输出分数。\n",
    "\n",
    "![88aacf73702f305803f13d199a5bf58.png](attachment:a510ddbb-7871-4185-9dd1-128d5f32a96a.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9737a00c-741f-4b4a-baee-52aaa1536854",
   "metadata": {},
   "source": [
    "## 二、实现过程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fc9cbf3-a35a-46f5-8eb4-55e463e424b4",
   "metadata": {},
   "source": [
    "### 2.1 导入辅助函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a12b6f02-8247-4309-b31a-3bcb7e7b6d0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from helper_utils import load_chroma, word_wrap, project_embeddings\n",
    "import chromadb.utils.embedding_functions as embedding_functions\n",
    "from chromadb.utils.embedding_functions import SentenceTransformerEmbeddingFunction\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bae8a244-6016-422e-82e1-134ec0734adf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1028"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用代理可能出现网络问题，将以下端口号1080全部替换成自己的vpn的端口号\n",
    "import os\n",
    "os.environ['HTTPS_PROXY']='http://127.0.0.1:1080'\n",
    "os.environ[\"HTTP_PROXY\"]='http://127.0.0.1:1080'\n",
    "\n",
    "# 读取OpenAI的api key\n",
    "# 在当前目录下创建.env文件（注意该文件没有后缀名）\n",
    "# 文件内容为 OPENAI_API_KEY=\"sk-\"（引号部分是自己的openai_api_key,通过登录openai官网，找到API keys就可以查询)\n",
    "from dotenv import load_dotenv, find_dotenv\n",
    "_ = load_dotenv(find_dotenv()) \n",
    "openai_api_key = os.environ['OPENAI_API_KEY']\n",
    "\n",
    "# chromadb支持的嵌入函数有许多种，这里介绍常用的几种：\n",
    "# 参考资料：https://docs.trychroma.com/embeddings\n",
    "# 方式1：默认嵌入函数，需要下载模型，本地计算。英文文本表现不错，中文文本表现一般\n",
    "# embedding_function = SentenceTransformerEmbeddingFunction()\n",
    "\n",
    "# 方式2：OpenAI的嵌入函数，直接调用OpenAI的接口，无需下载模型(推荐)\n",
    "embedding_function = embedding_functions.OpenAIEmbeddingFunction(\n",
    "                api_key=openai_api_key,\n",
    "                model_name=\"text-embedding-ada-002\"\n",
    "            )\n",
    "# 方式3：HuggingFace的嵌入函数，需要下载模型，本地计算，对网络要求高\n",
    "# embedding_function = embedding_functions.HuggingFaceEmbeddingFunction(\n",
    "#     api_key=\"hf_\",  # 填入你的 huggingface Access Token\n",
    "#     model_name=\"jinaai/jina-embeddings-v2-base-zh\"  # 指定模型\n",
    "# )\n",
    "## 中文备选模型\n",
    "# jinaai/jina-embeddings-v2-base-zh\n",
    "# GanymedeNil/text2vec-large-chinese\n",
    "# BAAI/bge-large-zh-v1.5\n",
    "# BAAI/bge-small-zh-v1.5\n",
    "\n",
    "\n",
    "chroma_collection = load_chroma(filename='./data/北京2024年政府工作报告.pdf', collection_name='beijing_annual_report_2024', embedding_function=embedding_function,langcode='zh')\n",
    "chroma_collection.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab4630a5-d31a-4ad1-be38-6d8d783b2651",
   "metadata": {},
   "source": [
    "### 2.2 长尾部分的重排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ed7b8a7d-f71b-4e9e-9786-b91a0f356b16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "全市地区生产总\n",
      "值增长5.2%、约4.4万亿元\n",
      "\n",
      "人均地区生产总值、全\n",
      "员劳动生产率、万元地区生产总值能耗水耗等多项指标保持全国省级地区最优水平\n",
      "\n",
      "数字经济增加值占地区生产总值比重达42.9%\n",
      "\n",
      "提出今年全市经济社\n",
      "会发展的主要预期目标是：地区生产总值增长5%左右\n",
      "\n",
      "着力打造一批乡村产业强镇、优势特色产业集群\n",
      "\n",
      "共同打造区域一流营商环境\n",
      "\n",
      "居民消费价格总体平稳\n",
      "\n",
      "居民消费价格涨幅3%左右\n",
      "\n",
      "农业中关村总体框架基本形成\n",
      "\n",
      "完成5.8万亩高标准农田建设\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 之前一般设定返回5个结果，现在要求返回10个结果，加入了部分可能有用的的长尾结果\n",
    "query = \"地区生产总值是多少？\"\n",
    "results = chroma_collection.query(query_texts=query, n_results=10, include=['documents', 'embeddings'])\n",
    "\n",
    "retrieved_documents = results['documents'][0]\n",
    "\n",
    "for document in results['documents'][0]:\n",
    "    print(word_wrap(document))\n",
    "    print('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c7a9c3bc-6f06-4bab-9b8e-543b08ec3e6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# BERT交叉编码器同时渠道查询和文档，通过一个分类器传递，获得一个得分\n",
    "# 利用该得分作为检索结果的相关性或排名的得分\n",
    "from sentence_transformers import CrossEncoder\n",
    "cross_encoder = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5131f298-25bf-47d2-899e-729675b2b03b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "分数和相应的文本:\n",
      "分数: 7.281142234802246\n",
      "文本:\n",
      "全市地区生产总\n",
      "值增长5.2%、约4.4万亿元\n",
      "\n",
      "分数: 8.211084365844727\n",
      "文本:\n",
      "人均地区生产总值、全\n",
      "员劳动生产率、万元地区生产总值能耗水耗等多项指标保持全国省级地区最优水平\n",
      "\n",
      "分数: 7.037868976593018\n",
      "文本:\n",
      "数字经济增加值占地区生产总值比重达42.9%\n",
      "\n",
      "分数: 7.392502307891846\n",
      "文本:\n",
      "提出今年全市经济社\n",
      "会发展的主要预期目标是：地区生产总值增长5%左右\n",
      "\n",
      "分数: 4.40790319442749\n",
      "文本:\n",
      "着力打造一批乡村产业强镇、优势特色产业集群\n",
      "\n",
      "分数: 6.061723709106445\n",
      "文本:\n",
      "共同打造区域一流营商环境\n",
      "\n",
      "分数: 0.7508441209793091\n",
      "文本:\n",
      "居民消费价格总体平稳\n",
      "\n",
      "分数: -2.1394357681274414\n",
      "文本:\n",
      "居民消费价格涨幅3%左右\n",
      "\n",
      "分数: 1.561102032661438\n",
      "文本:\n",
      "农业中关村总体框架基本形成\n",
      "\n",
      "分数: 2.6884243488311768\n",
      "文本:\n",
      "完成5.8万亩高标准农田建设\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pairs = [[query, doc] for doc in retrieved_documents]\n",
    "scores = cross_encoder.predict(pairs)\n",
    "\n",
    "print(\"分数和相应的文本:\")\n",
    "\n",
    "# 打印每个文档的分数和内容\n",
    "for score, (query, document) in zip(scores, pairs):\n",
    "    print(f\"分数: {score}\")\n",
    "    print(\"文本:\")\n",
    "    print(word_wrap(document))\n",
    "    print('')  # 在文档间添加空行以便区分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "62a74fc0-3b3d-409a-b7ea-cf92f61aebb4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "新排名:\n",
      "2\n",
      "4\n",
      "1\n",
      "3\n",
      "6\n",
      "5\n",
      "10\n",
      "9\n",
      "7\n",
      "8\n",
      "分数和相应的文本:\n",
      "排名 1, 分数: 8.211084365844727\n",
      "文本:\n",
      "人均地区生产总值、全\n",
      "员劳动生产率、万元地区生产总值能耗水耗等多项指标保持全国省级地区最优水平\n",
      "\n",
      "排名 2, 分数: 7.392502307891846\n",
      "文本:\n",
      "提出今年全市经济社\n",
      "会发展的主要预期目标是：地区生产总值增长5%左右\n",
      "\n",
      "排名 3, 分数: 7.281142234802246\n",
      "文本:\n",
      "全市地区生产总\n",
      "值增长5.2%、约4.4万亿元\n",
      "\n",
      "排名 4, 分数: 7.037868976593018\n",
      "文本:\n",
      "数字经济增加值占地区生产总值比重达42.9%\n",
      "\n",
      "排名 5, 分数: 6.061723709106445\n",
      "文本:\n",
      "共同打造区域一流营商环境\n",
      "\n",
      "排名 6, 分数: 4.40790319442749\n",
      "文本:\n",
      "着力打造一批乡村产业强镇、优势特色产业集群\n",
      "\n",
      "排名 7, 分数: 2.6884243488311768\n",
      "文本:\n",
      "完成5.8万亩高标准农田建设\n",
      "\n",
      "排名 8, 分数: 1.561102032661438\n",
      "文本:\n",
      "农业中关村总体框架基本形成\n",
      "\n",
      "排名 9, 分数: 0.7508441209793091\n",
      "文本:\n",
      "居民消费价格总体平稳\n",
      "\n",
      "排名 10, 分数: -2.1394357681274414\n",
      "文本:\n",
      "居民消费价格涨幅3%左右\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"新排名:\")\n",
    "for o in np.argsort(scores)[::-1]:\n",
    "    print(o+1)\n",
    "print(\"分数和相应的文本:\")\n",
    "sorted_indices = np.argsort(scores)[::-1]\n",
    "\n",
    "for rank, index in enumerate(sorted_indices, start=1):\n",
    "    # 打印排名和对应的分数\n",
    "    print(f\"排名 {rank}, 分数: {scores[index]}\")\n",
    "    # 打印对应的文档内容，这里假设 pairs[index][1] 是文档内容\n",
    "    print(\"文本:\")\n",
    "    print(pairs[index][1])\n",
    "    print('')  # 在文档之间添加空行以便区分"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50bd180c-2ba8-4c7c-829b-ed9daa0ff160",
   "metadata": {},
   "source": [
    "### 2.3 结合查询扩展的重排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1d9934b8-93b1-4df8-8ff2-636576c251df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 接下来把之前获得的结果排序前5名传递给LLM\n",
    "original_query = \"推动北京财政收入增长因素是什么\"\n",
    "generated_queries = [\n",
    "    \"什么推动了北京市的财政收入增长？\",\n",
    "    \"什么对北京市的财政收入增长作出贡献？\",\n",
    "    \"北京市财政收入增长依赖于什么？\",\n",
    "    \"什么有助于北京市的财政收入增长？\",\n",
    "    \"北京市财政收入增长受到哪些方面的影响？\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ee986a73-1caf-4fc4-9540-be2ec18d9f7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "queries = [original_query] + generated_queries\n",
    "\n",
    "results = chroma_collection.query(query_texts=queries, n_results=10, include=['documents', 'embeddings'])\n",
    "retrieved_documents = results['documents']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0b207645-f722-4832-9b81-8e117775eb7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除检索文档中的重复数据\n",
    "unique_documents = set()\n",
    "for documents in retrieved_documents:\n",
    "    for document in documents:\n",
    "        unique_documents.add(document)\n",
    "\n",
    "unique_documents = list(unique_documents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0bf3d28d-c68a-4dfa-8d2d-a8c763a8124d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 再次创建pairs,可以增强查询的检索记过与原始查询的相关性\n",
    "# 从中选择最佳的5个结果传递给LLM\n",
    "pairs = []\n",
    "for doc in unique_documents:\n",
    "    pairs.append([original_query, doc])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bb8ed546-e642-4a41-babe-684685c21a3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = cross_encoder.predict(pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5d9d428b-c05d-4021-ba15-e164e8dd5f6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "分数和对应的文本:\n",
      "分数: 3.771892547607422\n",
      "文本:\n",
      "广大市民顾大局、讲奉献\n",
      "\n",
      "分数: 7.265048027038574\n",
      "文本:\n",
      "促进北京普惠健\n",
      "康保可持续发展\n",
      "\n",
      "分数: 0.4265695810317993\n",
      "文本:\n",
      "增进民生福祉\n",
      "\n",
      "分数: 3.892036199569702\n",
      "文本:\n",
      "更好赋能首都高质量发展\n",
      "加快建设全球数字经济标杆城市\n",
      "\n",
      "分数: 1.1407228708267212\n",
      "文本:\n",
      "一般公共预算收入增长8.2%、突破6000亿元\n",
      "\n",
      "分数: 6.839895248413086\n",
      "文本:\n",
      "推动京津冀协同发展取得新的更大进展\n",
      "牢牢牵住疏解非首都功能这个“牛鼻子”\n",
      "\n",
      "分数: -1.744150996208191\n",
      "文本:\n",
      "经济整体回升向好\n",
      "\n",
      "分数: 7.336371421813965\n",
      "文本:\n",
      "是中共北京市委带领全市人民攻坚克难、艰苦奋斗的结果\n",
      "\n",
      "分数: 6.0403218269348145\n",
      "文本:\n",
      "我谨代\n",
      "表北京市人民政府\n",
      "\n",
      "分数: 2.5916125774383545\n",
      "文本:\n",
      "推动经济实现质的有效提升和量的合理增长\n",
      "\n",
      "分数: 1.943619966506958\n",
      "文本:\n",
      "持续增加城乡居民收入\n",
      "\n",
      "分数: 1.8531235456466675\n",
      "文本:\n",
      "加快首都规划体系建设\n",
      "\n",
      "分数: 0.8338253498077393\n",
      "文本:\n",
      "居民收入增长与经济增长同步\n",
      "\n",
      "分数: 6.78391170501709\n",
      "文本:\n",
      "绿色北京战略实施取得新成效\n",
      "\n",
      "分数: 4.1538496017456055\n",
      "文本:\n",
      "加快形成消费和投资相互促进的良性循环\n",
      "\n",
      "分数: 7.335842609405518\n",
      "文本:\n",
      "制定实施“北京服务”意见和促进民营经济发展壮大行动方案\n",
      "\n",
      "分数: 6.128371238708496\n",
      "文本:\n",
      "提出今年全市经济社\n",
      "会发展的主要预期目标是：地区生产总值增长5%左右\n",
      "\n",
      "分数: 4.740273475646973\n",
      "文本:\n",
      "更好发挥积极财政政策作用\n",
      "\n",
      "分数: -1.2582770586013794\n",
      "文本:\n",
      "全市新设企业增长\n",
      "20.3%\n",
      "\n",
      "分数: 5.123826503753662\n",
      "文本:\n",
      "为推进中国式现代化作出首都贡献\n",
      "\n",
      "分数: 4.923649787902832\n",
      "文本:\n",
      "建设更高水平的平安北京\n",
      "\n",
      "分数: -1.4023932218551636\n",
      "文本:\n",
      "发挥首都优势\n",
      "\n",
      "分数: 4.72330379486084\n",
      "文本:\n",
      "提升市区街乡三级“服务包”工作\n",
      "效能\n",
      "\n",
      "分数: 0.48823636770248413\n",
      "文本:\n",
      "一般公共预算收入增长5%\n",
      "\n",
      "分数: 3.930941581726074\n",
      "文本:\n",
      "提高财政投入力度\n",
      "\n",
      "分数: 3.6102757453918457\n",
      "文本:\n",
      "切实提高财政金融服务效能\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"分数和对应的文本:\")\n",
    "\n",
    "# 打印每个文档的分数和内容\n",
    "for score, (query, document) in zip(scores, pairs):\n",
    "    print(f\"分数: {score}\")\n",
    "    print(\"文本:\")\n",
    "    print(word_wrap(document))\n",
    "    print('')  # 在文档间添加空行以便区分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c10548f4-6348-401c-8695-421aba308b71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "新排名:\n",
      "8\n",
      "16\n",
      "2\n",
      "6\n",
      "14\n",
      "17\n",
      "9\n",
      "20\n",
      "21\n",
      "18\n",
      "23\n",
      "15\n",
      "25\n",
      "4\n",
      "1\n",
      "26\n",
      "10\n",
      "11\n",
      "12\n",
      "5\n",
      "13\n",
      "24\n",
      "3\n",
      "19\n",
      "22\n",
      "7\n",
      "\n",
      "\n",
      "排名 1, 分数: 7.336371421813965\n",
      "文本:\n",
      "是中共北京市委带领全市人民攻坚克难、艰苦奋斗的结果\n",
      "\n",
      "排名 2, 分数: 7.335842609405518\n",
      "文本:\n",
      "制定实施“北京服务”意见和促进民营经济发展壮大行动方案\n",
      "\n",
      "排名 3, 分数: 7.265048027038574\n",
      "文本:\n",
      "促进北京普惠健\n",
      "康保可持续发展\n",
      "\n",
      "排名 4, 分数: 6.839895248413086\n",
      "文本:\n",
      "推动京津冀协同发展取得新的更大进展\n",
      "牢牢牵住疏解非首都功能这个“牛鼻子”\n",
      "\n",
      "排名 5, 分数: 6.78391170501709\n",
      "文本:\n",
      "绿色北京战略实施取得新成效\n",
      "\n",
      "排名 6, 分数: 6.128371238708496\n",
      "文本:\n",
      "提出今年全市经济社\n",
      "会发展的主要预期目标是：地区生产总值增长5%左右\n",
      "\n",
      "排名 7, 分数: 6.0403218269348145\n",
      "文本:\n",
      "我谨代\n",
      "表北京市人民政府\n",
      "\n",
      "排名 8, 分数: 5.123826503753662\n",
      "文本:\n",
      "为推进中国式现代化作出首都贡献\n",
      "\n",
      "排名 9, 分数: 4.923649787902832\n",
      "文本:\n",
      "建设更高水平的平安北京\n",
      "\n",
      "排名 10, 分数: 4.740273475646973\n",
      "文本:\n",
      "更好发挥积极财政政策作用\n",
      "\n",
      "排名 11, 分数: 4.72330379486084\n",
      "文本:\n",
      "提升市区街乡三级“服务包”工作\n",
      "效能\n",
      "\n",
      "排名 12, 分数: 4.1538496017456055\n",
      "文本:\n",
      "加快形成消费和投资相互促进的良性循环\n",
      "\n",
      "排名 13, 分数: 3.930941581726074\n",
      "文本:\n",
      "提高财政投入力度\n",
      "\n",
      "排名 14, 分数: 3.892036199569702\n",
      "文本:\n",
      "更好赋能首都高质量发展\n",
      "加快建设全球数字经济标杆城市\n",
      "\n",
      "排名 15, 分数: 3.771892547607422\n",
      "文本:\n",
      "广大市民顾大局、讲奉献\n",
      "\n",
      "排名 16, 分数: 3.6102757453918457\n",
      "文本:\n",
      "切实提高财政金融服务效能\n",
      "\n",
      "排名 17, 分数: 2.5916125774383545\n",
      "文本:\n",
      "推动经济实现质的有效提升和量的合理增长\n",
      "\n",
      "排名 18, 分数: 1.943619966506958\n",
      "文本:\n",
      "持续增加城乡居民收入\n",
      "\n",
      "排名 19, 分数: 1.8531235456466675\n",
      "文本:\n",
      "加快首都规划体系建设\n",
      "\n",
      "排名 20, 分数: 1.1407228708267212\n",
      "文本:\n",
      "一般公共预算收入增长8.2%、突破6000亿元\n",
      "\n",
      "排名 21, 分数: 0.8338253498077393\n",
      "文本:\n",
      "居民收入增长与经济增长同步\n",
      "\n",
      "排名 22, 分数: 0.48823636770248413\n",
      "文本:\n",
      "一般公共预算收入增长5%\n",
      "\n",
      "排名 23, 分数: 0.4265695810317993\n",
      "文本:\n",
      "增进民生福祉\n",
      "\n",
      "排名 24, 分数: -1.2582770586013794\n",
      "文本:\n",
      "全市新设企业增长\n",
      "20.3%\n",
      "\n",
      "排名 25, 分数: -1.4023932218551636\n",
      "文本:\n",
      "发挥首都优势\n",
      "\n",
      "排名 26, 分数: -1.744150996208191\n",
      "文本:\n",
      "经济整体回升向好\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 打印新排名和对应的结果\n",
    "print(\"新排名:\")\n",
    "for o in np.argsort(scores)[::-1]:\n",
    "    print(o+1)\n",
    "print(\"\\n\")\n",
    "sorted_indices = np.argsort(scores)[::-1]\n",
    "for rank, index in enumerate(sorted_indices, start=1):\n",
    "    # 打印排名和对应的分数\n",
    "    print(f\"排名 {rank}, 分数: {scores[index]}\")\n",
    "    # 打印对应的文档内容，这里假设 pairs[index][1] 是文档内容\n",
    "    print(\"文本:\")\n",
    "    print(pairs[index][1])\n",
    "    print('')  # 在文档之间添加空行以便区分"
   ]
  }
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